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SkillSmith: Co-Evolving Skills and Tools for Self-Improving Agent Systems

Announce Type: new Abstract: Recent self-evolving agents have shown that skills can be discovered, refined, and accumulated through execution. However, existing skill-evolution frameworks typically assume a fixed tool layer and evaluate each skill independently, limiting their ability to repair tool-level failures or reason about interactions among skills.

arXiv CS 8d ago